{"id":"W2987667958","doi":"10.32892/jmri.196","title":"Can we change autoimmunity in Type 1 Diabetes via insulin injection or oral insulin?","year":2019,"lang":"en","type":"article","venue":"Journal of Medical Research and Innovation","topic":"Diabetes Management and Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Proinsulin; Autoimmunity; Insulin; Medicine; Type 1 diabetes; Diabetes mellitus; Type 2 diabetes; Immune system; Autoimmune disease; Disease; Immunology; Endocrinology; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.008431782,0.00008524842,0.0002988996,0.002162753,0.00006130053,0.00004840943,0.0001871162,0.0001832041,0.0007052033],"category_scores_gemma":[0.003739846,0.00005513186,0.00002229007,0.004049044,0.0001650137,0.0002699492,0.0001616653,0.00160962,0.00002597593],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001190335,"about_ca_system_score_gemma":0.0004893626,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006835755,"about_ca_topic_score_gemma":0.00004846081,"domain_scores_codex":[0.9965289,0.0002352618,0.0005320659,0.0001272167,0.002189713,0.0003869024],"domain_scores_gemma":[0.9981004,0.0002573087,0.0001263262,0.0001360094,0.001194153,0.0001857817],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.001396319,0.0006185931,0.1989062,0.0004867594,0.00007352365,0.00008267422,0.0003752772,4.299335e-7,0.001617083,0.001044887,0.002146241,0.7932521],"study_design_scores_gemma":[0.0125151,0.02242958,0.8816772,0.003288078,0.00002439545,0.00004892518,0.001260895,0.01124187,0.00115002,0.009635104,0.05646001,0.0002688543],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9730088,0.0009123953,0.0000105343,0.02491118,0.0002706678,0.0003772088,6.136757e-7,0.000007143116,0.0005015048],"genre_scores_gemma":[0.9952062,0.002825029,0.000075064,0.0004677505,0.000338984,0.000007118946,0.00001502855,0.0000116405,0.00105322],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7929832,"threshold_uncertainty_score":0.7721481,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1442481091372478,"score_gpt":0.4223307695279603,"score_spread":0.2780826603907125,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}